{"id":"W2318200262","doi":"10.1139/apnm-2014-0133","title":"Are housestaff identifying malnourished hospitalized medicine patients?","year":2014,"lang":"en","type":"article","venue":"Applied Physiology Nutrition and Metabolism","topic":"Nutrition and Health in Aging","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Western University","funders":"","keywords":"Malnutrition; Medicine; Curriculum; Family medicine; Medical nutrition therapy; Intensive care medicine; Internal medicine; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005600845,0.0002475294,0.00035583,0.001044669,0.0008370561,0.00089396,0.0005351482,0.00116567,0.003121805],"category_scores_gemma":[0.005095879,0.0002402735,0.0002487075,0.001004961,0.0004725868,0.001056738,0.0005237465,0.0007820842,0.0004951261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006127037,"about_ca_system_score_gemma":0.0008878816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01924432,"about_ca_topic_score_gemma":0.02214825,"domain_scores_codex":[0.9993578,0.0001732376,0.00007343279,0.00005515183,0.0001326094,0.0002078572],"domain_scores_gemma":[0.9973531,0.0004401083,0.001264061,0.00006843908,0.0003969521,0.0004773321],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004165725,0.00004334032,0.9917976,0.0000227164,0.000007340218,0.0004531757,0.0004085402,0.000008426467,0.00009284176,0.00003353766,0.000938267,0.006152634],"study_design_scores_gemma":[0.000006028694,0.0001018864,0.9904311,0.0000854983,0.00001951632,0.00148594,0.006398366,0.0001484109,0.0001022371,0.00009366227,0.001117424,0.00000998425],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926578,0.001183941,0.00005509392,0.003305788,0.00008966563,0.00001230364,0.0002106243,0.000006631986,0.002478094],"genre_scores_gemma":[0.9983308,0.0005257194,0.0001366871,0.000606448,0.00006733618,0.000005043042,0.0001021481,0.000001448729,0.0002243718],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01924432,"threshold_uncertainty_score":0.03826457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02438523197087635,"score_gpt":0.2969966901966218,"score_spread":0.2726114582257455,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}